{"id":"W4256686775","doi":"10.18733/cpi29454","title":"Contributor Biographies","year":2018,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"University of Victoria","keywords":"History; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000181563,0.0001087877,0.000243088,0.0000656116,0.0002535983,0.0001183457,0.0001047127,0.00006338966,0.005444244],"category_scores_gemma":[0.00005440652,0.00008281037,0.00007810962,0.0001326405,0.0009081601,0.000201358,0.00009985462,0.00005669342,0.007391409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000103119,"about_ca_system_score_gemma":0.000001896891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004774281,"about_ca_topic_score_gemma":0.000004669882,"domain_scores_codex":[0.9991634,0.000005214644,0.0002453496,0.0003367381,0.00001751581,0.0002317937],"domain_scores_gemma":[0.9996639,0.00001967235,0.00008170104,0.000104881,0.00003849712,0.00009130036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003355952,0.00005097883,0.02642645,0.00001196589,0.00009303272,0.000003300493,0.007872671,2.227555e-7,0.00008009539,0.5176896,0.4465639,0.001174147],"study_design_scores_gemma":[0.0003224558,0.00008174924,0.0145739,0.000004918201,0.000004644068,0.000004381127,0.003524929,0.00003339715,0.00004293716,0.007980988,0.9732249,0.0002007731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7943083,0.004171722,0.0000719166,0.0007337989,0.003049776,0.0001014138,0.0002037074,0.00007103441,0.1972883],"genre_scores_gemma":[0.9208896,0.0007251356,0.0001151172,0.0004963819,0.00081486,0.000007612976,0.00001021144,0.000004552505,0.07693655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.526661,"threshold_uncertainty_score":0.9954649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6372267851054967,"score_gpt":0.3921887329213514,"score_spread":0.2450380521841453,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}